{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.plot import add_changepoints_to_plot\n",
    "from fbprophet.diagnostics import cross_validation\n",
    "from fbprophet.diagnostics import performance_metrics\n",
    "from fbprophet.plot import plot_cross_validation_metric\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/retail_sales.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['date'] = pd.to_datetime(data['data'])\n",
    "data['sales'] = pd.to_datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "      <th>venda</th>\n",
       "      <th>estoque</th>\n",
       "      <th>preco</th>\n",
       "      <th>date</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>0</td>\n",
       "      <td>4972</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>&lt;function to_datetime at 0x000002216329F798&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-01-02</td>\n",
       "      <td>70</td>\n",
       "      <td>4902</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2014-01-02</td>\n",
       "      <td>&lt;function to_datetime at 0x000002216329F798&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-01-03</td>\n",
       "      <td>59</td>\n",
       "      <td>4843</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2014-01-03</td>\n",
       "      <td>&lt;function to_datetime at 0x000002216329F798&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-01-04</td>\n",
       "      <td>93</td>\n",
       "      <td>4750</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2014-01-04</td>\n",
       "      <td>&lt;function to_datetime at 0x000002216329F798&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-01-05</td>\n",
       "      <td>96</td>\n",
       "      <td>4654</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2014-01-05</td>\n",
       "      <td>&lt;function to_datetime at 0x000002216329F798&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         data  venda  estoque  preco       date  \\\n",
       "0  2014-01-01      0     4972   1.29 2014-01-01   \n",
       "1  2014-01-02     70     4902   1.29 2014-01-02   \n",
       "2  2014-01-03     59     4843   1.29 2014-01-03   \n",
       "3  2014-01-04     93     4750   1.29 2014-01-04   \n",
       "4  2014-01-05     96     4654   1.29 2014-01-05   \n",
       "\n",
       "                                          sales  \n",
       "0  <function to_datetime at 0x000002216329F798>  \n",
       "1  <function to_datetime at 0x000002216329F798>  \n",
       "2  <function to_datetime at 0x000002216329F798>  \n",
       "3  <function to_datetime at 0x000002216329F798>  \n",
       "4  <function to_datetime at 0x000002216329F798>  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5sPUmvGdVQ/mSti37Rar9U+IhiVsK5mLwp/9Yguff2grAdBFTdCUv2bDLaMSehgYR7vrfVm3dJ5yX7dfa5IXI+C1kGv78s94Oao/Z/bd3lfDbp95KJajTyqscdd9ahB37OgEARU0YbZVyvXKLb8JRtSPT0SEBWLBmB6bd8jRujYk+mZaGEO4mK8acL91QmAowKV525VJmC+bBBU6tNKV6wbQN/dfs5bjhocW4b/66FHlUZpb54p3z8NyK2i5kau9y/DV1YbRVwr2Q80WmqhkZOMt4x9dudxTP19buiC1rGhpCuEe9q+JPWdfYTMpnbe7psTZ3B9Pb3+HaojuKydcgJu0/5yzZhFufejMgDL9W482kuZxOEuogn4+LFBlsY/oJVar5ZikNIdyjWqv4ImddYTMROlkVTFktlwgvY9pO/u2te/HLOSvq3qU2TvD45zkn5lJM/pk4B4h89g8v498fWhI4Vus5x7ybQdFQMFxx1zzMfG195DlyxMgozb3Wk8cm4QcyT/TLKsxfZ/ylzHr56h3m2dzTXf/ZP7yMtzbvxYePHYORA/tUsWTdS1w7m7VoI8YN6evZ2nMphGxa05eozdban4R3Wvr4/sESxAl2IBxbJqqqvdW4VrjriRLu9aS5Z718UdRD0csVau4dro223jf7iLv7z/3vXADAh48dAyCd5l6NNUy1dhfkyesmVNMgm02jUvbDYVhvGS1mens2NeO/vrLW+2xkc8/eLdQNlXrLNLsuc/W+j61p4LByBWaZ1OEHhM+5GkunfI6bZar3PGV3W109OFVa27AoDSHcoxqSODzMoly8+i/+pJGRzT2Td1EfnU65QrNMIRc3jE/O2u37sK+zWLX0TDBtQ9wsk09hl0kfW0Y0y9R4wtHNqzOBK2QcPCV/fkdzHqv9nEJDCPeotipOlmTdW8ZkZJHxW8g0lU6oNuWd16Waw/hTfjwHl/6um7c7MCz+A686e+zkKhDuBw3t62RpWOdiTjUXflxzr2JnHYo7E3Hftba5N4Rwj9LEgsK9GwpTAVkvXxRZNHnJmExyRdFUI7PMy6u2VzW9OPjtm8rOfCqzjPOfr/5MU+e1nlD1vGWqaXOXkorW3PmCLWtz1xKliYm9ctYFkMlwOdt3kG0qHbk156svDKrNK29vx/a9nVj4zk7tOVHV8Mrb4Y4mlbeMZK83rTExrzS2/iTwvLo0Nvd0uQeN7ro2x8BqHru+IbxloipH1NwzLtuNNPc0HVR3dGoZr1oAlQt3vjoxqc29o1jCpl0dGDukb0X5x7F0w258+NfPed9X3TRdeV6UEiFez0lllnGriNvrnTYYn05gkrfGqjvFaO5iUUzfoWSae7K0k9IYmnuEVBQfXNZt7kYhf1Okm/S2O4oltHfVdGfEHqFSs5dnlikmE+7fvOc1nPqTOdjfWb06ffj19d7ydc7WPcEY4Tqh4XvLmOWVziwTnIw1rXrSfK4F+QQT5HHxdQrSffoTqzrN3U6oVozo5pRx2V6z8iXt1N7/0ydw+HWPJLom63ULVK4hcbNMR0Lh/viSTQCSdwqcOUs24WppKf4X75yH8//72cAx+e50t5u0FtZs34c31unNPCpCwj1F1XebWcbAzBa34vYjxzlrAvwQF/y/+nzGmL9hu0lhU9AQwj3a5l4/mruRzT3FLSS9ZH2K3WnqgUo1d26WqdaEqmln89k/vIy/zlsbOr51b2fkdVp7b8JG9IO/L8J5v3gm0TW8rpNq/WLJai3cObJA5oiumHGu8G0tBTcN53ucnztzMnDPSVJacxpEuOt/qyfN3ewhJ7+J7ujUsup/L1Kp5p7WLOPlL69eFL5Ou+Wp1OXS5xd9vJZ+5OEJVbO6F80f3STbwRjDJbe/iI//9gXtOXGaez9JuHMibe5C/rWgMSZUozT3wCKmbAugWq1QzXqn1l1UqiHxYXzSuCm6laBiKks27DZOL86WrvuuzLhGeEHHcjFlkeiJ0XWZAU9H7K4ExNvc+/dxhTvfQzXGWwZgNQ+v0Piae8As0w2FqQCzFarJ6ZYXJuN1C1SuIfFXMWnEQx1pn4vels4iv8cdryaeWSahp414b7UWfnGmEzH7qA49nyMvkJxsljHtiGtBQwj3KMlSarAVqmnIeqfWXVRaD1zYVEsop33cppfpJ/Oc/7WUnX7ogmSLmMS6TeNfnwQvHIWmYYjZR3Xob/77P6GlkAcgLpRzPrzy9nble11mtd9foCGEu/lmHTUvSkWY+bknT9f6uTtUq3NP247k/NN3EpWZZbpDx/G8ZRJGPhSVMd2E6opNuzH+mplYsmFXZWV0p05MnmecKc5fkBQ8b87Szfi/F94Onc/AYhc6VUqDCHd95QS32cu2CDLzlkkzoZqmNI1HpS8Rf4HTxiqXL0tbHO0kXeh7hKdGjeH3xs0yppPQ4r3pRhb/WLgRAPC3+e+kLp+TFwv8jyLOFCdvvCGe/djiTaHzmdXczYiqHPHBZV3ImUQeTWVz74Yb7+5+808vrcZtCTcWrriMnuta0glVnr+ZTTwOrdCW09dq7t1hc3cnVN2bP/qHswyv9Mums8q0NjkmkEoX2vFRgk5wizb/uAnVnGSyE+tYVd+MiR2B1dy1mG/WkW3pXqvy1fvmEiquvfd1XD9zcaJrqvUSpTfLVJZO3MKY0PkJj1eTtOGCg5q7+trWZke4J13xO3fVNtzx3KpQXib1Gat4eeYnh7jOgIH1vOZORGOJaA4RLSaihUR0lXt8CBHNIqLl7v/BwjXXEtEKIlpKROfWpug+0Zq72XlZwMhbJsU9dHWH5l4HVnfVC/qHZ1fiuB+ZaZXcLzztSCjs554sHRYjjOTD+kVMibJNhWyWMUUss84s06fJEVvtCTfu/shvnsf3HlgYysvkecaaZdz/vguk/5vqUscs436OzT0dJpp7EcDVjLF3ATgRwBVENBnANQBmM8YmApjtfof728UApgCYBuBXRJSvReE55maZbAsgs6iQye+hmvGq6xnV8//+3xdh695OI0FLCc0yXaVyYNRUsebu/Te7UF9M54dauhrK4QdMMZlQ5WaZtLF6Oool/GXuGi8vk+cQp4n7dRnuMPTPq7bSPXYRE2NsPYD17ufdRLQYwGgA5wN4v3vaHQCeAPBN9/jdjLEOACuJaAWAEwA8X+3Cc+SXbc22fdjfVcJhI/pL91KrElQHo5c9jebeDSFqs163QIxXFYt3DfQmVA3v9YQbHkOxzDwBF9IQU5llyLyutTb3ZPmmIW34AbEz1F3JtztsT7lS+GezluM3T77pfTfyc4+ptJw0oSpq+vGae20eSKIVqkQ0HsAxAF4EMMIV/GCMrSei4e5powGI63jXusfktC4HcDkAjBs3Lmm5A8hVc+pP5gAAjjtocCA+ddZNB0YrVFOkW809IuuZKO28xBhyhsvxTTX37fu6AACD+za5+adLh8PP1l4X6js0ZplEufqUy8w4/K83oZpQc39trR+gTNcv8NtvT6m5b94djJ5p5C2j6dFv+tCRAASTncIso0qfgVW8eUwcxhOqRNQG4K8AvsoYi3IwVT2SUPEZY7cyxqYyxqYOGzbMtBhKdA9H3ngg694ytXrI3bG5RNoctuzp6LYJ36jnb/KCe2aZ1K6QLPJ7HCo3u8DvEbFrTI7HUUxw37yOkmru+wSBrQ3b4BYjbQA3ub+pRLiPGezE6Jc9ogJmGa3m7k6oxuaeDiPhTkRNcAT7nYyxe93DG4lolPv7KADcmXMtgLHC5WMAVOaQGkOa1W9ZpFZ7qKZ9CToSTlglpbNYxtTrH8O373u9pvlwokZuJvUqa2fJ84/+LlMslQNCRY5bEkfULkBA8njpSd4fXuw0G31w+JVyPfBypJ0ykK/TPc9AVEjNvfPbk3dVEs9XXcmEc3pssw5yus/bASxmjP2n8NMDAC51P18K4H7h+MVE1EJEEwBMBFDTHYDFytkWEQY147LdbIVqqgnVdDc+6TuPYOMus/C/aRoo93Z4+I0Nia9NQ6Wae5pzo66LS+fQbz+Mc372pPfdH8ZrhLahSb87NHducy5UItzdSydd9wjOvPkJ73i1R+Da8ANC0XWaOx9d+PuhKs5Xau7Rwr8amNjc3wvgEgCvE9EC99i3ANwEYAYRXQZgNYCLAIAxtpCIZgBYBMfT5grGWE1VQLEeL/zVs9rzMr+Hao0090q8ZVZu2YsRA/qkvj6KktvpNOW7Z7lFVP0m6VirFjbAIJk3N+9VpKNL3/C8+GyV8OfVUSxhzbb9OHR4m/Zc3uZMn+24IX2xeltwZynuLVMqM6za6v+W1N9fJuy1FJ3Q/z2/SuuU4GnukllGTFI15xXU3GOLnAoTb5lnoB/Bnam55gYAN1RQrkSIL83bW/dpz8uazV1+2c0ETHIq8XM3tYenKpebdiWbMjz0+np8857XMPe6s7zgTTqiXuI4Vzfn+vh0TK4HnG3y2voEX7+uUjlSGMbZ3EPnx6xkTVrtTyzbhG/c8xrOOHw4Hn5jA+ZddzaG9GtWnsu1/Ka8WSaD+zZh9bbgMe2EqnGJ1YRHUNHnX3f/Qu1v3Owkm2VEbxmVWTS4QrU2NMgK1ejfK9nqS6ZUZvjb/HVVWdIvC5RajSwq0dxrOdnJG30lQ/frH1yE3R3FkAeEiiinoSSjpmoEDvvinfNwye1Ba+U3//padP4xI4fQ0So3p5sfXYaOYtkzo+3a36U9l7ftgqFwVxVV1+lXOncmv7uVpOdr7kEZI6bZVVRb3Xkx+jXXZhlQQwj3uBczL8V9qITfP7sSX/3zAtzzSnjbs6SkWdSSpgMQh5RJrzfedShF1fK0TQVAVLYmC3Kinn+Suk+7WUdc1T/46vqY/IP/deXjRO0ClAZ5JBDlYss1d741YRyqZ6NbAFWpXiVbWHTP02iS3bO5u9coFjGpFCTRW+bHH353fEYpaAjhbmp2qEQzXr9zP3bu7/I0xLj9K02QG7TZCtXkiI0raRUk3Qw6CbzTSbqKUYTfj0kK4q3LowWd4H9y2WbMfG194PpqTaiGiLkJ33XOLP8Tb5yNPR1FrN0eNFV63jJSfss3mu8GBURPsPLRIl9wFIeqanSae6UjXFOzjEk98zLKi5ji/dzhNahKPIoiy1aTVLuZOLNDV7mMHFU2Sj3pxsdx+n88IWiKFSTmIptlarVCNbCPbMJrTVe3pvHi4Z1ORcJdI6hUiNqULHR0gvfS372EK+6aFzgn7XL1SgeO/PIk6Zz386dxyo/nxJZjwZodOPtn0fu4ytdFeWF5ZhnjRU/hY3FmmbTVGR7hBL/f8S8nuOfFp+XfXtA6EHTdVJVBcOk0KHMaGkK4x9mFGXMaSqVmmW1CDJKkD+TeeWtx7b1Bm2q1Nm+Iw9QswxgL/V5LmzsfFTQZDt1VJLGDi+fIE5cmi3j59SaTrypzVtzzjWtTsWYZxbFVCgcD1fVvbw175cQR1TY8s4yht4yqXeourfQ1Cc91BX8/6eChGNjapHwfZHKSWebh1zfgyj/Nj41pxZhvc6/EoSCKhtgg20S7JKqOt4xnBkj4PL4241UAwI0f8u1rIYFiYvdNoa8EF8LomXDtQ/jY1LGBY8beMinq1vOWqcKwNGlkv5BwN5pQZYH/Ueg8JKKIbVNcuBvGc49JJrBIR+VyGU4/+F3XyW3Z04GbHl4CwNxbRkWtbO7y9fJ9FHLkjfTj8uLPjJf0z3PXAAAOG9GGDxwxEq3Nebzw5tbQdQz+c6zVdoK9QnMHnImPamrGVIXBVBrNPc0tBFbLxVzPGyfHeEI1Bd6EakVmGQcjV0bRLCMJnSR1n3RbNj/gWJzmHl0PvreMJk/DtqHqBH4+e7nZxQI6peq/HvPTippQvXfeWi9EiKpuespbJpcjEDkB2kw36ZDLWnatBTkiZbhgxyzjfrHCXY/JCswcoSquYZUmIXZE8kM389hInqdZ+FE1JqOi7Xs7K9LcK/KW4aYSgwKIL7FsczcpP687k7xUZ1SqcfpmGT+hz//fXCF9swz8XZKS5m9msmsVXPui8vjajFfx4V8/56Yd/l0fWybGPhWDXE8qAe6ICxZbp7JZhlMslZ1OAmr55Oyhyp+DnVDVYhI7pRo2dyC9WYazr8NfrBvylkkpNOKoZMOSuN7GRukAACAASURBVM7g/gXrcMyPZuG1dTsjz1PhTahW1LhdbdbELCOcI5tlzDR/N8eEHQknzqwTVw38KvFyvp+ok2dssQAA/HWp1BymG9W1tfjWXlPBFVVf4eNGSUbkFfyu8vpxRvommrt7vqR+dxQdJ44ckbqeBM3dTqhGYLJIh1Alm3uFuvuezqL3mQuLT590kPO9elajAEnMMjJx5z+7YgsAYNE7yXei73Q1mqRCZsNOP95NEs1dPMXUWyZwvdeRxJdRTI4LD1U4WJG4Wnh51TaMv2Ym5q3ervzd1OZeqpLGqNPc+4srbw2zUJVcdzeV29yDCaj89YmcZxi/MbZac2/vKiFPhFxO7U7MII6grOauxcR0kKMEmxxE4Gvu6R7I3g5fuPOG46+gNRFQyW9CFVkQAH45ZwUO+/bDkenG5ef/nLxcXNtOqkCeeONsP3/3v4nmLb6oYeEefe3qrfsShR8Q65krH7wu44JQ6Xhi6WYAwFPLtih/NzbLpKx3OXXdiLlfCs1dWXTt3EKFNnfZvCSsIA1OkLLYEaEcW4bTUSy7SgsF6un0SU54c+ZbZaxwj6LLQJVyvGVqpBobwL0GROHOGw43EdQqtox42+Lnn/5jKTpLZXQUS9q8TT0hK5noreSx+KtG48+NMsvEdWKn/XQO1m3f76STcJSw141RXmlsGv70daNH0z1ZeD0kVVDkYusWuDULdWuag6r+9XvAVvYey52rqLnnhQnSctl8QlU2y7R3lVyzTPB8HmwtYM+3E6p61LEbgjiz39WwubsvRsLr+Iukikvtae4mK1QrEKJOHj58o+Hte7u0L5KJIEuLibYdh6e5Jxz1tCTU3AFg694ONx2DcinO8Toinc3dME1d/lGdhnjvqSdUpfape34mm1yHr1Hkp71PXp50yJ2gaHP3AoGRc79x7Uo3oVpmznstH8+73kNisrVyhWwIP3eTbeQqXaHKYdJ/U/jzU61c466AZrIuhfkjoLn7Xwa1NmNDVzu27e3EIHcruNC1MYWqZERZ6eS0mIbZbjr+Z9n90qSjSZKXqqMuM2D8NTNxwvgh6oviJlQ94R5O+/4F6/DAq/o9cRgLb/BdqTlAN9dVDggu08Bh3ae5y/JCNOvmPU3cdVeMES389lT3Sa4rpEjBU+SEFap2EZOenvCWSR48yvkvChH+OYnNPQ06zX1Q3yZs2OUI9wkH9FNea6q5pyl5dZ4HN8vEpyXmJ6+cTLJ/bZLwwKo8Xlq1LfyjmIE2f6Y97aq7FyiO+vA9Yv/4wtt4c5OzYClp2Ae5ilReJvs6i/jZrGXed1O5pRzpaM6tdMC3v0sww+Qo0EkVPM2dwBDf/rmmr6rKPIVXLojvur9CNVn5TWkIs4yJn3u1VqhyTOz8gfzdx1xUmGW4/TftcD8O3X6OfFLxU7e/qBVupp1YmjAF3vC6Epu7+99M4ArCXXqjkpTB7DmFT4q7LPZ3b+QQn79MmTlL6b/ztze8hWpEhD0dRZzy48eTJwjgB39fhJeljuqXc1Zg3Y793nedViq3K7UZy7Fdh66NeQB7OorK+udF2Sd4rDXnc1i+aY/3XTTLlFmSCdXwfebdxVAiouZuJ1QNMF2hmkaI/GL2csx42V+16S1kSbh1nae5K2yfec8sY649JiHQPoXPYsPT2twNJUma6JFVmeB2kzAZYYj3ImutJcbw6MINUkcYb1PWFitCc0+LZxJMkY7oncHJEfDGup1Yu32/+iJN/iKX/eHlwHfRxDF6UKvW0iQ/L2VnyBgmf/cRxfHgf5FNu9pxxPf+gVufeiv0G1ei9gprTeTwCHlBuIPFby0oR4UUGdS3KSS4Rwzs45Y9foFUpTSIcI+vpByleylunrUM3xA2UeBJJNlPEhBs7kJZ5ch52mXlGs3bFPFFEm2bYrvWessYukJ2KDSsOPjzeHHlNuO9WkNpuP+TBP4Cwt4yf5u/Dpf/3yu44/lV3jG5XfF7TWKfDx6Lq0uzuk5rAgsts0+oMaps7Lvai4HvoqfMfV86OZCHeH8mEVGZ9ri+Bla4WvjsJZtCv7W4ZdsvaO4tTcGNMjzhDseMG/esudunqi6H9msOmKW+9U+HY9KI/gCAhev8dSFWc4/ASHNHdWzu3ASU1NODa8lFhaAuxNjcTeYUoghsxitkITYq3fAzbljKf02nufufF69PvggKEHzHDZ6t+Pxlzf0d15SwXlggJT/jLXs63HQMyqWaIIypIvEKVb17NvcU7bjM1J1CkqRMlChx/QBR0FtEvKVQZEZF6fQjJ33+2/Y5+ywM6Rve/o+XjbumAsHOCPAnVCcc0A8vr9oeKzP4LkoqAT2kX0tAoz9qzCCvPm6etQxvbnY6ohrJ9sYQ7iYrVHNUmW2Xw23tUZr7FXfNw/hrZuLVNTu8YypvGW9CNcbmLgr3NCtkdeFHxZWhUa6QjDHc88pa7O0o4uoZr+I3T77p/c7rPk2AMTHPtJuC+Jp7uPzFUhn7hRdZPCe8WUc4bV2HYRZ+IHzsbwvWxV7nX69RZZHeHVYV7iJJezJRMsQRUY6CDkBi/vL7I35932HDQseC5+qfy/odTuc8uF/Y+0u1cUhrs1pzf9eoAdi8uyNWidOtUAUcs4xo+mwq5AL+8C++5cxXWM09ArOQv1SVCVWeV1SHwnfu+dKd84QCOP9UNvdCjM29SxB86V5s/7N4uSjfdIKsVGaYv2YHvv6XV/Gdv72Bv85b64VzBcSl9em0SU5a4a7aHIFz5Z/m412CzVa8RzlYmUpg617spD71nAdfM9tGT5cHU5xnSrnMKlZuTEbIog07R6Sd14mKqf69f56Mo8cO0nY7uvu4/ZmVuOGhxQCC8W04qgB1rRqzTM6dUDUdoatCaLQUcgGh35QLfu8slUGKhU7VokGEu9kKVRONa+mG3WjvKuGNdTuV6XYWHU2wWGYYf81M/OSRJaFzOOt27Pdir/iau59meEJVnU5Qc0+OqLHqTBNaQVZmaHe1XzGmC8czU6UR7kKeaWz2ThrQ5s83cuYmF/EUORStqnPSmqqMzDKVEWWzT9uRhrd1rLxMMuLisJy0iCfQeYUq0f/epykf+b7y5yKPOsTOU+W9ojKLycKdvxI51xVSV9fPX3sGnvnm6aHrRPI5Cmjqcueyp72Ivk35mvm59xrhzh9WFLvau3DuLU/h0797Cef94hl8697XQ+es2uLsbMMXQvzqiTdD54h88rYXAQg298CEqvOfazu6IbK4AjedvTXe5q5zJy2VhdW1iry55p7Ue0gul6y5dxRL3n61UfDnoBLEQ/o5dtcN7mQtFyhnTx6BSSP7S2UJp12JWSaVR4vw/JWdDTfLJE6Zu0JK+VVhJCsjmj54VESxDJyoCdXWpry3iEgFP/zGul2BfV9jo2oqEuwjmWV4W4/T3EcNbMWYwX297yrTSiGXCwj9pnxQc9/fVUJrc+2WGjWEcDfxXNm6pwMPv+H07KUyQ0cxrClyDfWllY4tbObr4WH0UrcxiQJ36Yb4jYXl1YHiZ74k2URzT4OYbsDmLrQ0XQdZZkzY/Fcl3J3rAh45hlIjyixz5V3zcfwNjxmnoRLE/O644C8xhgPamvHbT0812olJr7mbCPfYU0K0d5Uxx/XyUO7BWkHaKpt7LRBHRDlpEY94S/IqUbHN9GnK60PlIlj/4r6vcfqvqo20NmlEoOs6bVpnqo6lkA+uUG3KUygGTV+pc6kmDSHcTSbz9naW0N5Vxr7OIq66ez4mfSfsPyuzr1NvKhAF7js74v2E+SMNLGKSXCG13jIV7oYU7FD846JWoZu3KJWZZ09UardccApFNJUhgQk2qXN5dNFG5XEdUbZR/htjTOuXHAoDWypjztKwO11cXhx+xgVHHxh7rsi/zljglkeRplfGFKMCFk6Tofrau5hczg15y1E5E3DEr9xWvV9jqtNVf9zEpOq6vhrNmbcPcUTL31PVyl615h40SxUkzd3J3wr3SJL4nO/tKGkntpKkI2r+chAqFerAYc5/f0my+lpRq047mab6bKK5lwSBWJa0c3FeQhfiIAqm6XRE/nvOCqO0ojQsrrGVyqJwl7xlpNv/+ezl+OZfw2a5qLKqynOYZP4xoaNYUo4GK9Xc5QfDGKv6Buhy0DBRU43ycxd/y7m2alm4V7LZSbFU9kbmIn0kmztPgrcPUSY05XO48oxDcf8V7w2loxLu8grVJkUgMSvcY0jSQMWQu/J1JmEMOJ2CWUblYqUjoL0YestU7grpfzbpQALXlhm4VBDr577563DeL57BC647VyBmfAqzjO7eb3lseSC9qdfPUp6nKr5nCiv7+QVWIAbKEsw/asNoM5u787+lkOzlJQDX3vs6Pvo/zysSdf6lMa+UymqzjGoUcsqhByROv72rhG17O8PKg6mfu1QMIoRMp/4ITF0GsSORTWrzVu/A7o6ifEloQpUnwZVzPmcGOG3n6nMm4YjRA0PpqCZUm/K5gBHG+R48sZ/Cq6daxEolIvodEW0iojeEY0OIaBYRLXf/DxZ+u5aIVhDRUiI6t1YFFzFxheTsER6wHLciSbwYUeDK9lsVKj93zyyjiee+Zts+TLvlKSOzTxQ6P3fxs64O27tKnuAUX7b5q3cEzisrRiSJyhVxUXuXv9nFlj2d6rRUNmrJHl8uM38zBllzl7RCEzNPFDzvwK5ELnEjvRfe3KpOMyJwmEl5VMJdNVr9YEJTEgB85vcv4dgfzQqZ/XQTqmK+pXJYZSEKmyP5JdqQyRGuvet3qt8hHvZ6aL/goieVB0uUy6Jqc/N8LmhzL+Szp7n/AcA06dg1AGYzxiYCmO1+BxFNBnAxgCnuNb8iotqV3iWJ5h4U7pVo7r6gM7lKtULVCxymsbnf8dwqLNmwGzPmCrFtYjIrlxmeWrZZGb9b/izers62PWfpZmxz45iLk56727sC5+lCHESWlak/y+zucPKKEqpRJjVxQtVfXh5ETlvnKVPIma2X4PU8QCHc48x/up95kdJPqIbTU9WpvGrTBD6CkyfsxXreI4QqEPPtKpWVoRHCwt3tpHWauzhKkE7atEvtecUVM9lNUWXiiYqiSYoqk4W5rMkDzirWWhH7FBljTwGQY5SeD+AO9/MdAC4Qjt/NGOtgjK0EsALACVUqqxbTSTcg2MBCmnuCdMSGF6fJTbvlKW/p+t0vrQ5dp7O5c43+2RW+Jhf3Yt/10mp8+ncvBWJ7iwOSoIlGeMEi7mHrXkdb7hA6QzmmSNAsE11GVf5Rpoa5q5w9Q6OEYqfC+0kuW5lBa3PnKfNOWGd6acrnErk5qmyxce1F74Lp/E/r567qdFV1ajIS1SHWDUma+8qtvqlLrIOiu8DqgqMPxOyr3+ddKwt3cWJchZjXo4s2Yvw1M/Gcu85k0+52T0sXkQOHqdLy7k15pv78OFdIABjWFg6TUC3SPsURjLH1AOD+H+4eHw1gjXDeWvdYCCK6nIjmEtHczZs3pyyGQxKzzF4haJBs00s2oRpejKRjiTA5tmrrPuE65z/XGuR05CXyQPwogZtw1mwT81HbwwPaU4RHzj43ip5YX7v2BzX3dALHTLh/6c55+Pur70QKxag2IJpldHteyknr8mrKU6I4NiZLy0+dGLRxa/ezrWBplNLPHSywqI6jEoKmiM9Bji0jRp+UPaWK5TJGDWrFIcOcbegIFHqm3nOUbuS2p98KmNwAP0bQk8sd2bJrfxEDW8MhCeSOzJ9QVdxbxDuiXcQkFCrv7qkqckD/HtTcE6JqycoWyRi7lTE2lTE2ddiwYRVlmmTpuniuaJYplsqJRgCilt9ZLOOj//M8XnhLbSvVEefnrhoGxmmNvEMQXwyd+SNoc9ffO1/SLdbdng695m4q6EuBEUX0Ncs37o4UqlFrAcplXyiIy8tF5HrV9RXNhbxRBEqenMniw0FCkKvt+7qwfV+X8rxKNHdViFnGgAXS3AkAHDioNXH6HPldDNjBS6JC5B8vlhmKZeaZJwHHY0Z+pqzsl1vk+pmLMWfpJqXde8ygVpTLDH+euybkGQP4o2N+rRcrRpFW1OhW1Yk3KWzs8vcpBw7QplkpaYX7RiIaBQDuf+4QvBbAWOG8MQD0e39VgXU79nsmjyhmfuUUAMGhHjfLlMsMh377YfzwwUXG+YrprNu+Hy+t3Iav/+VVo2v/7S+voqNYCoX8lTUz3ZAxCt5YdcI2OInpXyc2XJ1AEv3+dZNdQFqzTPS5RBS5Cjaqc/IWOgmukLIeEvK71hSoOW8WXZSfkSPC4QndIXWjBn40jc29VFZfd8fzb4eOjRlciXAPjoZFISk+PrEOO4tlMOYrOYB60tnX3MP5yqEO/HyAfyx0wlC8LYyaObp3TJVWlPKns9HLnYR82jFjB6NWpBXuDwC41P18KYD7heMXE1ELEU0AMBHAS5UVMRpufjhYs00cZ7SrjYhCifvR7nRNDK+t3Wmcr2he4V42us1yZf7yylrMfG09rvzTfAC+WUZ8+ZZt3B1o7Jy495qn1aWIYRP1WWy4B7TFDxXf2hLhKhh7taIs0hsrD6FzRJFms0Xv7IoN9BW0uctl0ZdNpKmQMxLu3jkEPPLV00KmFxFTGz4/7TmNN01ceVSau8i0KSPxhfcdgv591PvpmhCluTPN8+bvoTipKboXf/Aox3unJIzAZNpaCkoPl65SOXJUJ2+UI/u5i0QpIDqbu1xWuYyqgGPVwsQV8k8AngcwiYjWEtFlAG4CcDYRLQdwtvsdjLGFAGYAWATgEQBXMMbSRYQyhAvrEQP6RJ7HG4v4oLlZhseATgtvqKu37cPU62cpbeUyu4UJSc/P3U3n8SUbcc7PnsKDrykGPTFyoMntEIoas4zY1kQzR1dC4R5FEj/3tpYC+jbnlfMNFx03xvueI+CM/3hCm9ajizbivx9XL3gSzTK8vwxNqMpmGa3mnjPylhFkO4DoSUpzRTy9zf2Wx5bh4ltfkFILpjf5wAG45gOHp84DCDspiPWsWsAnXiO+Ny35sBYvu6uKlMpMaRPuKjGlrZ0zqNUxie2U5pCSxvLSLWKSy1o7UR7GxFvm44yxUYyxJsbYGMbY7YyxrYyxMxljE93/24Tzb2CMHcIYm8QYe7i2xfeF+9XnHIZvTtM3TO7epTLLbNtbmXAXNcotezq1k3tnHj5ceZxr6PwqvpvMEuUqxRibu6v9iJq4qCWJAlB8wcQyD6twkieJ5s49KmSB2d5VwgDhpczlKLAI5Vv/dDguPCY4Vz9/zXZlPlyodBbLXjuIW8Sk1dzzZpo7rwX+0pt0+LEpppft+MfCjbHb6ZmEuTjrXeE2LAqwKM1d56nlCXdBoIvzTS1NQeGusn0XS0w9CVoqY8Ga8LwCh7d1udxJY6zrHq9c1FptzKGi7leoco2zrU8Bnz/t4NDvIwa04OVvn4VC3nFLUgn37RUKd9OYz8eMG+R9FjsE3QpVZfComKx4Wip/egB4xLU/AkGhH9Dc+zXjX886DN/6p3RaHDOYcASce8m5HhXyvbcXy5FeGyMG9MEPzp8SOJaXtXH3Px+h7Grv8jqMUPgBqV613jKFnNGm4fwUnk1T1MIlw2da6T63oWxZUIiauALffNHRkfl3dMlC0v+si3HER9BiBygqXHyVL89HZfvuKpe1ZplbHlsOAPjO9Hd5x6dNGYlRA/tg7BDHXMsjiPIkkvbF2o3AQ5p790n3uhfu3MzSnM8p7VcD+jR5vXNzIReIV9HuCvq0G0VwTF8uURMVXdDkeO6VNACu/QTNMurylRkTvGv88hTyhKvOmohJI9PN5JsvYnK0rXyOQh1NqczQR1i6L9dxUz6HAX2asOqm6d4x/vynXv8YvnWfHxeGp71zf5c/RJc199AiJnWZnQnV+Htj0rNsqkBz5yYd3ZxD2vgwDMHJU5Poo22KRVlisbbulZ0b/PsW61g0CfLdskSbu3invJPnr4xqsaFOcxfv6cSDh3qff3PJcXj+2jMxamAr/vKFk/DvFx4RLHUKFVuVv9XcK4ALZv4C/PbTU3Hvl072fhcfbnM+KNz5BhFy+NGkmPrHi7vDiNdw7ZUPVaMaQFxOvKMITqiqzy2VmVdvolmGm4nSmhJMzQeOcKeAWWbn/i5M+e4/AASDOsl1rFpFOWvRRixYswNb9nTgrheFxWJcc9/fhQF91Jq77GapmzdoNpxQ5dfzKixE2tyj02uWbM4yjy3eGFseHaKgNDHLqNxzxXI9sTS4ZkW325d4TXsxbHMXOyyuuf957mqc+7OnlGYZ5/xw2cR70q0wPX78ELS1OO3Cd4n0f1eZolQoFz5VYkurkLoX7rwR8EmXsyePwEFD/CD6xx3kuxo1F/KBPTX55ySLoFSYhC3I5ygQR0J062t141ebtAPTtqKKYaNKq8mz0YvC3S9zGsxt7o6GxDdGAIDX1u7wOmTRLCPfgy5Y26+fCE+qOlvMMexq9xeyyHcmP8Mom7vJM/CKazDMj0uvSTEaE/nyXfPjC6TMOKjYmIaWfuMH5+L6C3xNN2rkGtxmT8hapbkL3mHivfJ3+5dz3sTSjbuVu3Z1lcpQ9Z+79ocdF9TlDH4XBbVqyz4V/JqzJ4/A/OvOBuC3I24y7k7NvXYhybqJxet3AQi+7KJQ+vcLj/Q+txRyAeH+xLLNuHnWsorLYDIsbs7n0CJoolz7+MzJ4zGwb1NAwEUNCeO0PP7SdAUWjGhstYx59fZLIbQu117Sa+6GZhlvxajvOy52gGJ9yaF/dcJdJWdKZYateztRKjPPtiprWaYRQvu1FAzjubvP0q3LtB0lEPYWqRbOClWGvs157OssGZt32loK+NSJB6G9q4TrZy6OvE6862Doaf84N4+KZhkxTbnuZM8WwHleoQiPALYLnnBRoyf56YhZmu6WxJtUa1Meg912xm+Zm2RrtaWeirrX3P/4gjP8Fl92vqP55087ODC0by7ksE/o9V95W+1dEcffpHjOJi9FIUeBhRnc5n78+CEAght4m2wvp4MXRezEdLKoXGaetiSar3j7SyuQTOf3+IrRHJH3soshclUrCjk64a6SfyXm75bFt9eT3zHZ7KN7pgP6FMyErHuKH+4gosOOSY7fa5LwGKYUy75QFEewp0+KXzXO7ylK49dFhQxssei+k4HJXfdeJw5vw8iBQTfnHYoVvNv2dnoxkADgBx+c4h3nRGvuQXOM+LxUnYYK1RoKOQyFyWR8tah74c5pCvjF5rH0+mkhn93mfE4ZsD8p8go+kwnZEmNKG7IYpZBre795Ur8va5wg4HbNfQHhrp9QbSqEGzw/Im8ibUqSqJA5ySwj0hyxQle0uQ8JhGsNp1MuM29zb/7sZFnrbTrCPTI0L6HYCUfhe8uEX3g5f1VYYJFmxapjE06fNAyfeM847e8793c5Gq+rDInt+LZLj8ey6z8QmT5/PPy6T590UOgcXRjegM29K2yWed9hTudyx7+cEGqHO/aHvdtueGgxnl6+xft+6cnjMX5o34CWHxnVUX4+wufWZrP3QNxcm8OkTr4WHbS2PN2WU42Re+WWQnhXcUdzDwfsT4q8IMXEy6BYCnp/cG2Hl9vY5h73u5uIOHEctXJTtbiG11tqU0ICzZ0oKDDlkLFXn32Y8lpRc3/gy/5ISnWr+zpL3oIwfp1sluFmGC6AVEGiznrXCG1HJOOZZfgoSG6LQr1/958nR6bFO2DTuaGffewoJ89cDv/y3vHa85Zt3IM9HUXPi+RfTvHPzecodhMa3j54+1ctJAyuUPU/x7lCXnXmRLxw7Zk4cFBrqB2qNHcVTflccLFghLIQNsv4R3Rb8cn4K9TDHkLezk5V3vkqsjzdllONMbFlNUs297TInhqiZwaHN1SuKXaVy95iDMDXdsRAVkZDthjBwgW5uONUscyUQ9JyWe11ws+NehlEZM3TVDfhfu75nG9znyeYyvI5wpVnTlReK5Zb3IX+8SXhfU//9/lVmON6cfDOLDShWuYbgjjfZY+Mjxw3Br/+1LHIk2FsGY1ZhjfT5nwO1503Gfd96eTY5f4Fb9WxmWDgSkQ+Z7bTz/D+LVh103ScfEiyHZi46ykf9fRTbDwRiC2jWXuhCj+Qz5FnjpGbrjjCOPHgIaE8eTCupnwuEHeqkMvhg0cdqJzclt2oxcGCaYwnz+YuaPpcWeC/iR308eNrF1cGaIAJ1SQ05ysT7j/58Lvx0ePHGr1krU157O4oeg+VsaANmXcI/rZvZCQUo87Z11n0zA8Bs0yZoZAPx2YplsuBeYDWpjz2d5W8iSdetuZCzt1v079++rtHYaa7F+1RYwbhmRX+kDiZK6T/ed7q7fj+3/3gbVEjB5OtDVWupTw8g/wy83srlRnmr94emPcQfemJyHARU9BdhtczP9xcyOGyUybEpgP4z9x0SM9Py+fISLjHTZyff/SBuH9BOBQG10a9UahCURCFpH4RU9gsE0xDX77pR47yNgoBgMNH9sfMr5wKILxwLJ8j/Pzjx+DnHz8mlA7PwTej+Xnyz+fH7FDFyyna6JnwLADgsBFtuPCY0fji+w/BYSOS76+bhLoX7n2acrjouLHxJ8LRDN5xhV8akkw0tnDhLmgufRQCqZDzNbpKvSEuuf0lb5I4YJZxzS/yzlOlclBIfu7UCfj54ys8WzcvW0shF4oZIgoEWbMxvQ8xkFeZAc8KNlOgcuHOCWxyXPDnOFSUGMOFv3pOm5YqVIIKfgq/Bbm8ScrPTUSm3iy+tkjoZ2BSUAWo4yz50TQ05XM4+IA2bNgVDF+Ql4W78LzOe/copwyaRUxxgcNU+YicdtgwTD9yJC44ZjSuu3+hd1yc3JXnbEwmVFXkiLx6MCEo3LnXlFuGfA4/+1h4lW8tqHuzDGPm+xCujIhkyDnrXSO0v6lsajr40Ew8tUUx657L+ZpCJX7ujLGA909gI+6y2rZeKpcDQoZfws/l96vyWsnnCDdfdBQe+sqpISG83TAQfXl7KgAAFXRJREFUmxdbxjXLbNgV7HhVLzXH5EXjNSDuvuWZZTRpx43K8jlDm7vk1iqHsE2y2xEX6qbbQPI7a8nnQusrOOIkdJT5rU9THvmcs2L5xg+9O/Abb7udkokRAP77E8c6ZQl4joifRW+ZcOcgourk+xRy+Njx49As7W4k7jMgjwQibe7ST0HN3a+HKHg9iK6T/J5rGf1RR90LdyfSn1nFpQmMJCadxEWV997iJdXQ3HU+5E8uk3azEk5zhHu48KUyC9iuuRDhw2ueVUshh8kHBnd8L+QIHz5uDCYfOCAkKB9fHLZ76+7F85YpM+yQ/JfzimEuJ26TaUCIRaKI46N7lnFtJJfQ5u4J2kLwHqIEhbhACBCEu+FK6nOnjMRnTh6P75znTNSqvHGGC8Hh0q5n4E2n02s34XT0K1T94/sVgcNEVM9K7KTF0Ulg43qpjUR5f5H0PyDcDeuHzwW0iovvJFfI7qTuhXupzCI1PBHxJVcJjOlHjsLZk4Oau9ggxAcUJ1yOHedMlpxxuJ+eqvHmk2rumuPhQFhBzV3VsEtlFtDc+YvBOwKe5Pih/XDHZ4/Hbz51LC5w7Y7iUJ7X//D+LWjKU0hI6yiWBD93xrBD0vh53Sz+kbw/u9kmzvsU8ysqm6pInOcTCT75UfgTqq7mLgVBi2qx8r3x+QBTb5nmQg7f/+AUTzsf3De8T6c4ikzrFSXb3NXmHT9t3Z65qpC/Iqr3WxyZBtZoCOfI8XyiblPeiyGo1JnVDy9TqzBS6knhXtc2d2frMPPGKdos2/oUAnZpAPjlJ48NXSM2QvH5HDyszVsdq2LK6IF447zJWLFpD3737ErteVzoche7uNWdWrNMxHed5l6UzDV82M+PjR3SFz/72FE4fdJwDOrbjGlHjMLgvs3424J3AmEd+DvdlM9h1MBWo52xeP6FvCMsywxYvyNolonSmEy0qSi/cN3lq7aEd+sRMTXL+KuNne8hZSCi+O3SbkadnlkmnRvdoL5hbxxRu0y7IbYn3Et6s0pAcxeeRyD8QJzNXZGuuBhRN9qSn1KUkA75uQvfk/Z9AbNMOV0a1aCuNXfeWEyFu2izHKLQZjgLvns2/u3cSU4eAeHu53POZL1tHnC0jbaWQuyQ11d2nIk6WSCZblYc3vZO0Nw1/uxlFtTcuzzN3T924TFjAnt8vufgoXjq307Hh4/1Y6lz17tCnjC0rTmZcM/lkMs5YZfl3Z2qEQNdhy7y5qKIDhtIYJaRvieZQB0nxEYCHA8LIHoPzyj4hhQifaqguXt+7oLNXTYB6WLLiP2Uys9dRNWRyxP8KpIsGApthyeU29QywOmXEc29voU7SyjchfG0vKRZZFDfZox0F2SI77GYy1VnTsQfL3uPNg0/GmCwbCcfMjSwM4youQPMa5ADW5vw2Nfeh0euOi1wva65yp4UounAcYUMP+pimQU0ylEDHZ/8EQOiN+sYN7RvoPEPc893Xu4m7O0wczctlsoouGYZ1W5YtXwhTJP+wvsOka5LFvKX34NvpnPmdHTZL71+WqB93Pelk3HF+w8FkF5zV8WSl11g0xByhcwRnvy30/H41e8TzvHPD3jLKMIPaF0hFQ9raD+9csbhIT7aWgqY9a+nxZytzzNpOzxmnD+qleP6dyd1Ldz9IY+pWcZvUCNjtuWTbaRyPrkcYWrEIgR/Bx5pwdPnTsSr3zsHhwxz9nz1bXyOeYL74V9x+iE4dHhbaFckndlG1tzFjqyoMMs4kRKD9t0vnX4Ibr3kOE8AmTK8fx+vDM15MnbZK5Ycs0yOKLDoilNJsK04TJrMd6a/KxTCwvPLj5Hwso/9QUP7YdVN0zH9SNdFUFOAQi4XuO9jxg0OxftPiqoaxQleU28zXbrffcBxRRx/QD8M6deMg4e1eecEXCGZ2izTrogtI6LSnM8/2h85/udHj8K5U5yRtFivfKT+owumYGKMT7m8ojitIwUQ9ETi6VrNPSFcczcdvouLF2TNnS/Z5sjeDUD4IUfly4eSunO46YMLZW5z//TvnP3E+eSUqT00bJYR9g5VrFDldSeaC5ryOZwzZWTiyHVj3VW4h4/sj6Z8zthlr1guO2YZglLbF8t88LDoDdCTYvKyqZ4dFzRxphlvCZOUBNeidbnnKFy2SiMJqu51tBAfqTWlcBfNMqMHteIQQairEJuF2ltGfZ9i8b//z5Px6nfPwbQjRnrHPnTsGHz9nEmh6/hcgGn4AEAdz70SweyFH+gBSVvfwr3EK86s8vku6gBwQFtwWCcv9lB5w8jZRIUQ5T/pGiwXqlzL5StUX1+30/nunme69Fnl5cFNPCUW9pbhtv0ktmAdZxw+HF87+zB8/dxJKORz5pp72dfc9yg0d/G5PvDlU/DSt86suKwck/e1WdHB8zLJm3vIyGYZL82Y50lEkZN7aVBd379PwbPtJxF+IuLz4YuWotBFhfRt7uq2yNv2UWMG4jPvnYCBigniPgrXYz4aVHkLyciPkwKj9NjLAQDvHjMQHxE2dQeAi09wAredMGGo6pKaUtfeMp7NPUXjHyg9cFkIH+6Ghv3AESPx8Bt831HzjLjdVKd5f/I94/Da2te9uCiynzsXvryRfeS4MbjnlbVab5m3NocXaPE0SmUWesE94Z5Pp7WJFPI5fMWNAdOUJ6NAaoBjJnM09/jheFtLAW0tBdx+6dTQYieRp79xOmbMXYNfPB7etEMkShs7deIBGDO4Lz507OjQb9yM1VViiFrZ73nLSMd9/2zzslU6oFdNHvdtynvKSlqbu/x8lHlrbO6i44BqJyYRbrZJGgKajwYHKzqDONLY3B/48imhYycePDQQvqI7qW/hntBbRmRQa/CByz66wwf0waqbpuPRhRs84Z4knyH9/ElGFR87fhw+drwfjlX2cxe3yVt103Ts6Sg6wl0zpapyt3Ts7nmUyiwcBdGtO1XI30poTqC5l8ruhKpGM1LV3ZkRK4gBYGhbM449SD0X8uCV/ssXdde3fOxoDG1TTypzIdLRVYrcoUdrlnGFe5SgCptlIgprgKoJtjb7UVNNQ9qG0/UTjgtbDMg2d+d/cyEnxKbReMu4+Ywe1Kr8XS4LZ3e7s95ikIHmHk7P/9ydG2xUk7o2y3huRmmEu9Sb67QG0TaoikCng7taNhmO6YiCHi+y3ZqXLkn4GVFzlwVl2dPcq9sECnkyt7kLE6oqknSm/NR8jjBAIWgG923CEaP9VbZRL+yQCE8MLtzjRidy+AEO10IP0HQegG/S86m+zb1PU15INV36YtOOi2wJBN0f+bsrmj91Zpn3TBiCH11wBH4ordwVGdS3CQcN7YsbhJ3XTnVjwg9sjS+b3BmLo52e8FGvBnUt3LnwSuMPLT9wvSBx8jh3ygijBswZ4tr0TcPm5ogCsadltzfe6FRic1+nOkZ9McIsU6yizV2kKZ8zN8uUy2jK680ySZ4r39EqTxSItnfPF07CUWMH4c+fPylwvirpH54/BTd+6MhIwc+FUVyYAjn8AIev3h0WIdzl/CvW3BWPeMzgvrjyTMfFclSEW3AUAbNMQs2dK03iXJd+QpVwyYkHRY6UmvI5PPlvpwcmWm++6Cg8/Y3TE7VxXgKxffSEp0s1aAizTJrKl4V7nOauy+M9E4Zg0Tu7sFuaEOQN0VT7JEJg2b68AEO36AYAnl2xVXm8JEyoygKDv2jVdjdMZJZxww9oh+MJynbbpVOxass+FPI59M/nMPWgwdixvwtTxw/B/dK2iIBac5960BBMdmOB6/DMMnHCHWrN/bx3j8LcVdvwTcnFUqTqNncpve+eNxnHHTQYxx00GBceM0ZzVTxi29GZZQI2d8WEquiGWe1Fa32a8hgrLQjTIbsYByZU61O2N4ZwTyOgZFdHXf8gLyOXufvyE8EYcPC3HlL+burKSAB2Rwh3jmyWeX3tTnzuf+cCcDSwGZ8/CT+fvRx/eWWtl0a5HJx0ZsxfLFXtF6qQJ+MYKF2u/71uBWCSlYH9+zThyDG+2eUvXzgpshxK32+D1cDN+WSau5xP3+YCfvKRo8IXRJRN5ZabBPlWT5hgbl6MTFd4PgOMzDKCcHc/923hG4tQNmzbXuwh8VAGypWC+jbLVKB9NuUJR40Z6LlE6l6gkw4eiraWAi4/7RDl70QU0DAvOm4MLjnxIO+7adlyRIH9HmXtl7cvOZyuuLLzqW+cjrFD+nrbpnFX0WK5HFhYUmb+b1GxvNPQlM+hVGZGG1o4K1Rzyt3sASCfxg3KhSh6mziVG2vUJCeHB9zqKEavwvVWJqbQu2XNfUBrZTpYtSdoOWLbjjKZcFTb7HE3zFouWEtDUHPPVtlMqWvNvVyB5l7I53D/l08BYwzLNu7BpJHqFWxD21rwxg/ONU73pxdFa2U6ZOGuC3p161NvYcIB/fBx139W3OuTjxK4maOrXPaCq7W1FPD1cw7Dfzy6DKUyEzrGVMXVwsuwbNNu9GsuRA6Li+5Eb5KVidVilGKFskkYYa65x5plYkZ8UcjXmEwIRiFXb7UEqfh89GYZ/xxRYZHNMnIEx+5GftuCNvduLUrVqJnmTkTTiGgpEa0gomtqkQc3LSQRAn/94sn48umHet+JSCvYuxMi/36OHz8YV0l7h4q3uHTDbu/z7g6nQ7jrc36cG+51UCqzwJZrfIRRZsyLu1FtzZ0Lv2m3PI1TfzInMjJjseSYZXTn1FKby+UI1503GT/9iL8BhYnm3px0QjXFLcgL6sTvnzl5fOL0ZLPCgREuhcnS9T+bTKhu2+uPMpm7UQv3sc+K5s5L0Qiae02EOxHlAfwSwAcATAbwcSKK3uI9Bd6EaoKGcdxBg/H1c8NLlbPEbz51XMjPWnSp5Bp+V6mMmx9dBgABDxFxWXjRE+K+y6Ej3N1zq9xw5cnRY380KxSnnVMsl1HI57SrPWv9wl92ygRcNNXfotFEc+fn3PzoMmzY2Y6F7+zEvs5i6B51E6omDHZdMScOd0xpYvs+TuPD/8tPhMNVc0JmngReX6aYzAss37QH46+ZifHXzMTPH18BxnzhnjbscLWQm2BAc89Ix5OUWpllTgCwgjH2FgAQ0d0AzgewKPKqhHgeH3Xas4qMGdwXS1yNXOVymcsRLjtlAm5/ZiUeXbgBZ//nk1i3Y7+3IYU4LOZt8bxfPOMFKMuRP3F53i+e8XzR8zngN586NmCTrwS57Dv3d+HoH87yBJWIs0KVAiskB/dtwvZ9TufV3c/VRMDwIr2+bidOvHF24LdDh7d5mh/vgNPewevfPyfQuU1/9yhMHN6GM4Wdwgo5f9Pz6e8ehSvuUqc1RfAA+trZh6UsUZhd7iIhefcykTi5yOeQ4sxctYbXNQ+xLYZkqFfpUivhPhrAGuH7WgCB+LhEdDmAywFg3LhxSMOAPk2YfuSoyPC93cVtn56q1UBvuPAITB4V7WL3i48fgx8+uBDD2lq0E4HXuS5sD77m7EQ/cUQbHl+yCf/vlIMDmtPU8UNw2Ig2DO/fBwNaC5h84ECcPXk4iAivr9vpafNTxw/G1PFDIhfUJGX6kaPwyBvrsX5nOz46dSyWbNilnTCdNLI/ph0xEp94zzh89vcv46tnTcTEEf1x//x1+NCxY7pNY/rRBUdg+16zfV8njeiP9x46FF1FhmWbduP8ow7E0o27sXFXhxd3nTO8f5/Y6KOc+dedHVgfIHeSomb+6nfPwZ7OIkYPasXWPR2egP/lJ45Vrjb90LGjMWX0ABw+MroNJuWE8UPw+fcdjMtPPVh7zsgBffD1cw7DEaMH4s8vr8ELb23FYSP648WV23D5aQfj7Mkj8Oranfivi7tn02gdR40ZiK+ccSg+8R7HGeKwEW34xrRJeGvzXhw1ZlCPli0tFLfzT6pEiS4CcC5j7P+53y8BcAJj7ErV+VOnTmVz586tejksFoulkSGiVxhjU1W/1crQtRbAWOH7GADv1Cgvi8VisUjUSri/DGAiEU0gomYAFwN4oEZ5WSwWi0WiJjZ3xliRiL4M4B8A8gB+xxhbWIu8LBaLxRKmZouYGGMPAVCvybdYLBZLTanr8AMWi8ViUWOFu8VisTQgVrhbLBZLA2KFu8VisTQgNVnElLgQRJsBvF1BEgcA2FKl4tQrtg5sHQC2DoDeVQcHMcaGqX7IhHCvFCKaq1ul1VuwdWDrALB1ANg64FizjMVisTQgVrhbLBZLA9Iowv3Wni5ABrB1YOsAsHUA2DoA0CA2d4vFYrEEaRTN3WKxWCwCVrhbLBZLA1LXwr07NuHOAkQ0lojmENFiIlpIRFe5x4cQ0SwiWu7+Hyxcc61bL0uJ6NyeK331IKI8Ec0nogfd773q/gGAiAYR0T1EtMRtDyf1tnogon9134M3iOhPRNSnt9WBEYyxuvyDE0r4TQAHA2gG8CqAyT1drhrd6ygAx7qf+wNYBmfj8Z8AuMY9fg2AH7ufJ7v10QJggltP+Z6+jyrUw9cA3AXgQfd7r7p/997uAPD/3M/NAAb1pnqAs4XnSgCt7vcZAD7Tm+rA9K+eNXdvE27GWCcAvgl3w8EYW88Ym+d+3g1gMZxGfj6clx3u/wvcz+cDuJsx1sEYWwlgBZz6qluIaAyA6QBuEw73mvsHACIaAOA0ALcDAGOskzG2A72sHuCEKm8logKAvnB2eettdRBLPQt31Sbco3uoLN0GEY0HcAyAFwGMYIytB5wOAADfhr4R6+YWAN8AUBaO9ab7B5xR6mYAv3fNU7cRUT/0onpgjK0D8B8AVgNYD2AnY+xR9KI6MKWehTspjjW0XycRtQH4K4CvMsZ2RZ2qOFa3dUNE5wHYxBh7xfQSxbG6vX+BAoBjAfyaMXYMgL1wTBA6Gq4eXFv6+XBMLAcC6EdEn4q6RHGsruvAlHoW7r1qE24iaoIj2O9kjN3rHt5IRKPc30cB2OQeb7S6eS+ADxLRKjjmtzOI6I/oPffPWQtgLWPsRff7PXCEfW+qh7MArGSMbWaMdQG4F8DJ6F11YEQ9C/deswk3EREcO+tixth/Cj89AOBS9/OlAO4Xjl9MRC1ENAHARAAvdVd5qw1j7FrG2BjG2Hg4z/lxxtin0Evun8MY2wBgDRFNcg+dCWARelc9rAZwIhH1dd+LM+HMQfWmOjCiZnuo1hrWuzbhfi+ASwC8TkQL3GPfAnATgBlEdBmcRn8RADDGFhLRDDgvfhHAFYyxUvcXu+b0xvu/EsCdrkLzFoDPwlHSekU9MMZeJKJ7AMyDc0/z4YQbaEMvqQNTbPgBi8ViaUDq2SxjsVgsFg1WuFssFksDYoW7xWKxNCBWuFssFksDYoW7xWKxNCBWuFssFksDYoW7xWKxNCD/Hzj9OoDI/EMNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data['venda'])\n",
    "plt.show()\n",
    "\n",
    "plt.plot(data['estoque'])\n",
    "plt.show()\n",
    "\n",
    "plt.plot(data['preco'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>venda</th>\n",
       "      <th>estoque</th>\n",
       "      <th>preco</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-01</td>\n",
       "      <td>3985</td>\n",
       "      <td>126737</td>\n",
       "      <td>34.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-02-01</td>\n",
       "      <td>2018</td>\n",
       "      <td>132234</td>\n",
       "      <td>29.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-03-01</td>\n",
       "      <td>2137</td>\n",
       "      <td>134419</td>\n",
       "      <td>34.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-04-01</td>\n",
       "      <td>1990</td>\n",
       "      <td>59255</td>\n",
       "      <td>35.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-05-01</td>\n",
       "      <td>2493</td>\n",
       "      <td>63117</td>\n",
       "      <td>41.73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  venda  estoque  preco\n",
       "0 2014-01-01   3985   126737  34.50\n",
       "1 2014-02-01   2018   132234  29.14\n",
       "2 2014-03-01   2137   134419  34.70\n",
       "3 2014-04-01   1990    59255  35.90\n",
       "4 2014-05-01   2493    63117  41.73"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthly = data.groupby(pd.Grouper(key='date', freq='MS')).sum().reset_index()\n",
    "monthly.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(monthly['venda'])\n",
    "plt.show()\n",
    "\n",
    "plt.plot(monthly['estoque'])\n",
    "plt.show()\n",
    "\n",
    "plt.plot(monthly['preco'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()\n",
    "df['ds'] = monthly['date']\n",
    "df['y'] = monthly['venda']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:n_changepoints greater than number of observations. Using 23.\n",
      "WARNING:pystan:n_eff / iter below 0.001 indicates that the effective sample size has likely been overestimated\n",
      "WARNING:pystan:Rhat above 1.1 or below 0.9 indicates that the chains very likely have not mixed\n",
      "WARNING:pystan:6 of 600 iterations ended with a divergence (1 %).\n",
      "WARNING:pystan:Try running with adapt_delta larger than 0.8 to remove the divergences.\n",
      "WARNING:pystan:7 of 600 iterations saturated the maximum tree depth of 10 (1.17 %)\n",
      "WARNING:pystan:Run again with max_treedepth larger than 10 to avoid saturation\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet(mcmc_samples=300)\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=365)\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "# a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()\n",
    "# df_cv = cross_validation(prophet, initial='30 days', period='15 days', horizon = '90 days')\n",
    "# df_p = performance_metrics(df_cv)\n",
    "# fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "# plt.show()\n",
    "# print('mape:', '{:.2f}%'.format(100 * df_p['mape'].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "future = prophet.make_future_dataframe(periods=12, freq='M')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "# a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "# fig2 = prophet.plot_components(forecast)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
